Optoelectronics Letters, Volume. 20, Issue 10, 607(2024)

MAG molten pool edge detection algorithm based on a fusion of dark channel prior dehazing and image enhancement

Weipeng LIU1,2、*, Zepeng QU1, Xiangrui GONG2, Yuheng WANG2, and Zhengkui ZHOU2
Author Affiliations
  • 1School of Electrical Engineering, Hebei University of Technology, Tianjin 300401, China
  • 2School of Artificial Intelligence and Data Science, Hebei University of Technology, Tianjin 300401, China
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    References(16)

    [1] [1] XIAO H, SONG J L, LIU X L, et al. Feature extraction of 2219 aluminum alloy tungsten helium arc welding molten pool image based on morphological algorithms[J]. Aerospace materials technology, 2019, 49(1):78-81.

    [2] [2] WEN H, ZENG J, BIAN Z, et al. Study of weld pool monitoring system based on spatial filtering[J]. Journal of manufacturing processes, 2022, 4: 76.

    [3] [3] XU Z H. Research on image analysis and welding quality prediction of robot welding pool based on deep learning[D]. Guangdong: Guangdong Polytechnic Normal University, 2022: 000170.

    [4] [4] GAO Y, ZHONG P, TANG X, et al. Feature extraction of laser welding pool image and application in welding quality identification[J]. IEEE access, 2021, PP(99):1-1.

    [5] [5] DUAN M R. Online monitoring of welding quality of stainless steel GTAW in spent fuel pool based on deep learning[D]. Harbin: Harbin Institute of Technology,2021: 001765.

    [6] [6] MARC-ANDRé N, JOHANN F G, DIETER L, et al.Automatic melt pool recognition in X-ray radiography images from laser-molten Al alloy[J]. Journal of materials research and technology, 2022, 21: 3502-3513.

    [7] [7] KAWAHITO Y, MATSUMOTO N, ABE Y, et al. Relationship of laser absorption to keyhole behavior in high power fiber laser welding of stainless steel and aluminum alloy[J]. Journal of materials processing technology, 2011, 211(10): 1563-1568.

    [8] [8] GAO X, XIANG J, MHAFEZ K, et al. Restoration and characteristic analysis of X-ray images of molten pool during laser deep penetration welding[J]. Transactions of the China welding institution, 2013, 34(2): 1-4.

    [9] [9] MIAO L G, XING F, SHI J J, et al. Method for extracting the size of laser directed energy deposition melt pool based on edge gradient search[J]. Materials introduction, 2024, 2: 1-15.

    [10] [10] ZHANG J K, LIU H, YING X Q, et al. Coordinated underwater dark channel prior for artifact removal of challenging image enhancement[J]. Optoelectronics letters, 2023, 19(07): 416-424.

    [11] [11] WANG Z S, SHI Y H, HONG X B, et al. Weld pool and keyhole geometric feature extraction in K-TIG welding with a gradual gap based on an improved HDR algorithm[J]. Journal of manufacturing processes, 2022, 73:409-427.

    [12] [12] KUNDU R. A novel technique for texture and edge preservation using bilateral filter[J]. National academy science letters, 2021, 44(2): 117-124.

    [13] [13] HE K, SUN J, TANG X. Single image haze removal using dark channel prior[J]. IEEE transactions on pattern analysis & machine intelligence, 2011, 33(12):2341-2353.

    [14] [14] JOBSON D J, RAHMAN Z U, WOODELL G A. Properties and performance of a center/surround retinex[J].IEEE transactions on image processing, 1997, 6(3):451-462.

    [15] [15] ZHU X Y, ZENG J D, SONG X J, et al. Molten pool contour segmentation in complex scenes based on improved Clahe algorithm[J]. Hot working technology, 2024, 13: 62-67+74.

    [16] [16] YUAN Y H, CHEN X L, WANG J D. Object-contextual representations for semantic segmentation[EB/OL].(2019-09-24) [2023-06-26]. https://arxiv.org/abs/1909.11065v2.

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    LIU Weipeng, QU Zepeng, GONG Xiangrui, WANG Yuheng, ZHOU Zhengkui. MAG molten pool edge detection algorithm based on a fusion of dark channel prior dehazing and image enhancement[J]. Optoelectronics Letters, 2024, 20(10): 607

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    Paper Information

    Received: Aug. 28, 2023

    Accepted: Apr. 3, 2024

    Published Online: Sep. 20, 2024

    The Author Email: Weipeng LIU (liuweipeng@hebut.edu.cn)

    DOI:10.1007/s11801-024-3176-4

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